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14th workshop gRFIA
9th Music Encoding Conference (MEI 2021)
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Alicante, July 19-23
13th international workshop on Machine Learning and Music
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(online) September 18, 2020
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Department of Software and Computing Systems.
University of Alicante.
E-03080 Alicante.
Spain
E-mail: jcalvo at dlsi.ua.es
Telephone: +34 96 5903400 ext. 2038 Other pages:
Teaching, Personal Curriculum Vitae:not available yet Research Interests: Projects: Select a year
: all
: 2020
: 2019
: 2018
: 2017
: 2016
: 2015
: 2014
: 2013
: 2011 - Calvo-Zaragoza, J.; Hajic Jr., J.; Pacha, A.
"Understanding Optical Music Recognition" ACM Computing Surveys, vol. 53, pp. 77
(2020)
: bibtex
: more info
: Open Access - Castellanos, F. J.; Calvo-Zaragoza, J.; Iñesta, J.M.
"Two-step neural cross-domain experiments forfull-page recognition of Mensural documents" Proc. of the 13th International Workshop on Machine Learning and Music, pp. 56--60
(2020)
: bibtex
: more info - Castellanos, F. J.; Calvo-Zaragoza, J.; Iñesta, J.M.
"A neural approach for full-page Optical Music Recognition of mensural documents" Proceedings of the 21st International Society for Music Information Retrieval Conference, ISBN: 978-0-9813537-0-8, pp. 558-565, Montréal, Canada
(2020)
: bibtex
: more info - Castellanos, F. J.; Gallego, A. J.; Calvo-Zaragoza, J.;
"Automatic scale estimation for music score images" Expert Systems with Applications, vol. 158
(2020)
: bibtex
: more info - Gallego, A.-J.; Calvo-Zaragoza, J.; Fisher, B.;
"Incremental Unsupervised Domain-Adversarial Training of Neural Networks" IEEE Transactions on Neural Networks and Learning Systems
(2020)
: bibtex
: more info - Gallego, A.-J; Calvo-Zaragoza, J.; Rico-Juan, J. R.
"Insights Into Efficient k-Nearest Neighbor Classification With Convolutional Neural Codes" IEEE Access, vol. 8, pp. 99312-99326
(2020)
: bibtex
: more info
: URL - Ríos-Vila, A.; Calvo-Zaragoza, J.; Rizo, D.
"Evaluating Simultaneous Recognition and Encoding for Optical Music Recognition" DLfM 2020: 7th International Conference on Digital Libraries for Musicology, ISBN: 978-1-4503-8760-6, pp. 10-17
(2020)
: bibtex
: more info
: - Ríos-Vila,A.; Calvo-Zaragoza, J.; Iñesta, J.M.
"Exploring the two-dimensional nature of music notation for score recognition with end-to-end approaches" Proc. of 17th International Conference on Frontiers in Handwriting Recognition (ICFHR), ISBN: 978-1-7281-9966-5, pp. 193--198, Dormund (Germany)
(2020)
: bibtex
: more info
: proceedings - Román, M.A., Pertusa, A., Calvo-Zaragoza, J.
"Data representations for audio-to-score monophonic music transcription" Expert Systems with Applications, vol. 162, pp. 113769
(2020)
: bibtex
: URL - Thomae, M.E.; Ríos-Vila, A.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"Retrieving Music Semantics from Optical Music Recognition by Machine Translation" Music Encoding Conference Proceedings 26-29 May, 2020 Tufts University, Boston (USA), pp. 19-24
(2020)
: bibtex
: pdf
: more info
: Proceedings PDF - Alfaro-Contreras, M.; Calvo-Zaragoza, J.; Iñesta, J.M.
"Approaching End-to-end Optical Music Recognition for Homophonic Scores" Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2019, ISBN: 978-3-030-31321-0, pp. 147--158, Madrid
(2019)
: bibtex
: more info - Baró, A.; Riba, P.; Calvo-Zaragoza, J.; Fornés, A.
"From Optical Music Recognition to Handwritten Music Recognition: A baseline" Pattern Recognition Letters, vol. 123, pp. 1-8
(2019)
: bibtex
: more info - Calvo-Zaragoza, J.; Gallego, A.J.
"A selectional auto-encoder approach for document image binarization" Pattern Recognition, vol. 86, pp. 37-47
(2019)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Toselli, A.H.; Vidal, E.
"Handwritten Music Recognition for Mensural Notation with Convolutional Recurrent Neural Networks" Pattern Recognition Letters, vol. 128, pp. 115--121
(2019)
: bibtex
: pdf
: DOI - Calvo-Zaragoza, Jorge and Rico-Juan, Juan R. and Gallego, Antonio-Javier
"Ensemble classification from deep predictions with test data augmentation" Soft Computing
(2019)
: bibtex
: more info
: URL: - Garay-Maestre, Unai; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
"Data Augmentation via Variational Auto-Encoders" Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, ISBN: 978-3-030-13469-3, pp. 29--37
(2019)
: bibtex
: more info
: URL - Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
"Recognition, encoding, and transcription of early mensural handwritten music" procedings of the 13th International Workshop on Graphics Recognition (GREC 2019), pp. 13-14, Sydney (Australia)
(2019)
: bibtex - Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
"MuRET as a software for the transcription of historical archives" Proceedings of the 2nd Workshop on Reading Music Systems, WoRMS, pp. 12--15, Delft (The Nederlands)
(2019)
: bibtex
: pdf
: more info
: Workshop site - Mateiu, Tudor N.; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
"Domain Adaptation for Handwritten Symbol Recognition: A Case of Study in Old Music Manuscripts" Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA, ISBN: 978-3-030-31321-0, pp. 135--146, Madrid, Spain
(2019)
: bibtex
: more info - Nuñez-Alcover, Alicia; Ponce de León, P. J.; and Calvo-Zaragoza, J.
"Glyph and Position Classification of Music Symbols in Early Music Manuscripts" Proc. of the 9th Iberian Conference on Pattern Recognition and Image Analysis, LNCS vol. 11867, ISBN: 978-3-030-31331-9, pp. 159-168, Madrid, Spain
(2019)
: bibtex
: pdf
: more info - Rico-Juan, J. R. and Valero-Mas, J. J. and Calvo-Zaragoza, J.
"Extensions to rank-based prototype selection in k-Nearest Neighbour classification" Applied Soft Computing
(2019)
: bibtex
: more info - Rico-Juan, J. R.; Gallego, A. J.; Calvo-Zaragoza, J.
"Automatic detection of inconsistencies between numerical scores and textual feedback in peer-assessment processes with machine learning" Computers and Education, vol. 140, pp. 103609
(2019)
: bibtex
: more info
: Online article version - Rios-Vila, A.; Calvo-Zaragoza:J.; Rizo, D.; Iñesta, JM.
"ReadSco: An Open-Source Web-Based Optical Music Recognition Tool" Proc. of the 2nd International Workshop on Reading Music Systems, WoRMS 2019, pp. 27-330, Delft (The Netherlands)
(2019)
: bibtex
: pdf
: more info - Román, M.A.; Pertusa, A.; Calvo-Zaragoza, J.
"A Holistic Approach to Polyphonic Music Transcription with Neural Networks" Proc. of the 20th International Society for Music Information Retrieval Conference, ISMIR, pp. 731--737, Delf, The Netherlands
(2019)
: bibtex
: more info
: URL - Calvo-Zaragoza, J.; Castellanos, F. J.; Vigliensoni, G.; Fujinaga, I
"Deep Neural Networks for Document Processing of Music Score Images" Applied Sciences, vol. 8, pp. 654
(2018)
: bibtex
: more info
: Open Access - Calvo-Zaragoza, J.; Rizo, D.
"End-to-End Neural Optical Music Recognition of Monophonic Scores" Applied Sciences, vol. 8, pp. 606--623
(2018)
: bibtex
: more info
: Open Access Journal URL - Calvo-Zaragoza, Jorge; Rizo, David
"{Camera-PrIMuS}: Neural End-to-End Optical Music Recognition on Realistic Monophonic Scores" Proceedings of the 19th International Society of Music Information Retrieval (ISMIR)
(2018)
: bibtex
: pdf
: more info
: Conference URL with PDFs - Castellanos, F. J.; Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
"Document Analysis of Music Score Images with Selectional Auto-Encoders" Proceedings of the19th International Society for Music Information Retrieval Conference, pp. 256-263, Paris, France
(2018)
: bibtex
: more info - Castellanos, F. J.; Valero-Mas, J. J.; Calvo-Zaragoza, J.; Rico-Juan, J. R.
"Oversampling imbalanced data in the string space" Pattern Recognition Letters, vol. 103, pp. 32--38
(2018)
: bibtex
: more info
: DOI - Gallego, A.J., Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
"Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation" Pattern Recognition, vol. 74, pp. 531-543
(2018)
: bibtex
: more info - Gallego, A.J.; Pertusa, A.; Calvo-Zaragoza, J.
"Improving Convolutional Neural Networks’ Accuracy in Noisy Environments Using k-Nearest Neighbors" Applied Sciences, vol. 8
(2018)
: bibtex
: more info
: URL - Rico-Juan, J. R.; Gallego, A. J.; Valero-Mas, J. J.; Calvo-Zaragoza, J.
"Statistical semi-supervised system for grading multiple peer-reviewed open-ended works" Computers & Education, vol. 126, pp. 264-282
(2018)
: bibtex
: pdf
: more info - Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.
"MuRET: a music recognition, encoding, and transcription tool" Proceedings of the 5th International Conference on Digital Libraries for Musicology (DLfM'18), ISBN: 978-1-4503-6522-2, pp. 52--56, París, France
(2018)
: bibtex
: more info
: URL - Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"Pen-Based Music Document Transcription with Convolutional Neural Networks" Graphics Recognition. Current Trends and Evolutions, ISBN: 978-3-030-02284-6, pp. 71--80
(2018)
: bibtex
: more info - Calvo-Zaragoza, J.: Pertusa, A.; Oncina, J.
"Staff-line detection and removal using a convolutional neural network" Machine Vision and Applications, pp. 1-10
(2017)
: bibtex
: more info
: URL - Calvo-Zaragoza, J.; Gallego, A.-J.; Pertusa, A.
"Recognition of Handwritten Music Symbols with Convolutional Neural Codes" 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691--696, Kyoto, Japan
(2017)
: bibtex
: more info
: URL - Calvo-Zaragoza, J.; Oncina, J.
"Recognition of Pen-based Music Notation with Finite-State Machines" Expert Systems With Applications, vol. 72, pp. 395-406
(2017)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Oncina, J.
"An efficient approach for Interactive Sequential Pattern Recognition" Pattern Recognition, vol. 64, pp. 295-304
(2017)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Valero-Mas, J.J.; Pertusa, A
"End-To-End Optical Music Recognition using Neural Networks" Proc. of International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China
(2017)
: bibtex
: more info
: pdf - Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
"A machine learning framework for the categorization of elements in images of musical documents" Proceedings of the Third International Conference on Technologies for Music Notation and Representation
(2017)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
"Pixel-wise Binarization of Musical Documents with Convolutional Neural Networks" Proceedings of the 15th IAPR International Conference on Machine Vision Applications
(2017)
: bibtex
: pdf
: more info - Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
"Staff-line removal with Selectional Auto-Encoders" Expert Systems With Applications, vol. 89, pp. 138 - 148
(2017)
: bibtex
: pdf
: more info - Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.; Fujinaga, I.
"About agnostic representation of musical documents for Optical Music Recognition" Music Encoding Conference, Tours, 2017
(2017)
: bibtex
: more info
: Conference URL - Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"Multimodal Recognition for Music Document Transcription" Proceedings of MML 2017, pp. 67--72, Barcelona
(2017)
: bibtex
: pdf
: more info
: Workshop URL - Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"Pen-based music document transcription" Proceedings of GREC 2017, ISBN: 978-1-5386-3586-5, pp. 21--22, Kyoto (Japan)
(2017)
: bibtex
: pdf
: more info
: URL - Valero-Mas, J. J.; Calvo-Zaragoza, J.; Rico-Juan, J. R.; Iñesta, J. M.
"A study of Prototype Selection algorithms for Nearest Neighbour in class-imbalanced problems" Proceedings of the 8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-58837-7, pp. 335--343, Faro, Portugal
(2017)
: bibtex
: pdf
: more info - Valero-Mas, J.J.; Calvo-Zaragoza, J.; Rico-Juan, J.R.; Iñesta, J.M.
"An Experimental Study on Rank Methods for Prototype Selection" Soft Computing, vol. 21, pp. 5703-–5715
(2017)
: bibtex
: pdf
: more info
: DOI - Bosch, V.; Calvo-Zaragoza, J.; Toselli, A. H.; Vidal, E.
"Sheet Music Statistical Layout Analysis" 15th International Conference on Frontiers in Handwriting Recognition
(2016)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Micó, L.; Oncina, J.
"Music staff removal with supervised pixel classification" International Journal on Document Analysis and Recognition, vol. 19, pp. 211-219
(2016)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Oncina, J.; De la Higuera, C.
"Computing the Expected Edit Distance from a String to a PFA" 21st International Conference Implementation and Application of Automata, pp. 39-50
(2016)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"Two (note) heads are better than one: pen-based multimodal interaction with music scores" 17th International Society for Music Information Retrieval Conference, ISBN: 978-0-692-75506-8, pp. 509-514, New York City
(2016)
: bibtex
: pdf
: more info
: Conference URL - Calvo-Zaragoza, J.; Toselli, A. H.; Vidal, E.
"Early Handwritten Music Recognition with Hidden Markov Models" 15th International Conference on Frontiers in Handwriting Recognition
(2016)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
"Prototype Generation on Structural Data using Dissimilarity Space Representation" Neural Computing and Applications
(2016)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
"Selecting promising classes from generated data for an efficient multi-class NN classification" Soft Computing
(2016)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, Jorge
"Pattern Recognition for Music Notation"
PhD Thesis.
Supervisors: Jose Oncina, Juan R. Rico-Juan Universidad de Alicante
(2016)
: bibtex
: pdf
: more info - Ponce de León, P.J., Iñesta, J.M., Calvo-Zaragoza, J., Rizo, D.
"Data-based melody generation through multi-objective evolutionary computation" Journal of Mathematics and Music, vol. 10, pp. 173-192
(2016)
: bibtex
: pdf
: more info
: DOI
: Journal URL
: Online Supplement - Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.; Illescas, P.R.
"Hidden Markov Models for Functional Analysis" Music and Machine Learning Workshop, Riva del Garda
(2016)
: bibtex
: more info
: Workshop URL - Valero-Mas, J.J.; Calvo-Zaragoza, J.; Rico-Juan, J.R.
"On the suitability of Prototype Selection methods for kNN classification with distributed data" Neurocomputing, vol. 203, pp. 150-160
(2016)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Barbancho, I; Tardón, L. J. ; Barbancho A. M.
"Avoiding staff removal stage in optical music recognition: application to scores written in white mensural notation" Pattern Analysis and Applications, vol. 18, pp. 933-943
(2015)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Oncina, J.
"Clustering of Strokes from Pen-based Music Notation: An Experimental Study" 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-19389-2, pp. 633-640, Santiago de Compostela, Spain
(2015)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
"Prototype Generation on Structural Data using Dissimilarity Space Representation: A Case of Study" 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-19389-2, pp. 72-82, Santiago de Compostela, Spain
(2015)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J; Valero-Mas, J. J.; Rico-Juan, J. R
"Improving kNN multi-label classification in Prototype Selection scenarios using class proposals" Pattern Recognition, vol. 48, pp. 1608-1622
(2015)
: bibtex
: pdf
: more info
: DOI - J.M. Iñesta, P.J. Ponce de León, J. Calvo-Zaragoza, and D. Rizo
"Genre-based melody generation through multi-objective genetic algorithms" Proceedings of the 8th Machine Learning and Music workshop (MML 2015), Vancouver (Canada)
(2015)
: bibtex
: more info
: Workshop URL - Martínez-Álvarez, A; Cuenca-Asensi, S.; Ortiz, A.; Calvo-Zaragoza, J.; Vivas Tejuelo, L. A.
"Tuning compilations by multi-objective optimization: Application to Apache web server" Applied Soft Computing, vol. 29, pp. 461-470
(2015)
: bibtex
: more info - Rico-Juan, J. R; Calvo-Zaragoza, Jorge
"Improving classification using a Confidence Matrix based on weak classifiers applied to OCR" Neurocomputing, vol. 151, pp. 1354–1361
(2015)
: bibtex
: pdf
: more info
: DOI - Calvo-Zaragoza, J.; Oncina, J.
"Recognition of Pen-based Music Notation with Probabilistic Machines" Proceedings of the 7th International Workshop on Machine Learning and Music , Barcelona, Spain
(2014)
: bibtex
: more info - Calvo-Zaragoza, J; Oncina, J.
"Recognition of Pen-Based Music Notation: the HOMUS dataset" Proceedings of the 22nd International Conference on Pattern Recognition, ISBN: 978-1-4799-5208-3, pp. 3038-3043, Stockholm, Sweden
(2014)
: bibtex
: pdf
: more info
: DOI - Martínez-Álvarez, A; Calvo-Zaragoza, J; Cuenca-Asensi, S; Ortiz, A; Jimeno-Morenilla, A
"Multi-objective adaptive evolutionary strategy for tuning compilations" Neurocomputing, vol. 123, pp. 381-389
(2014)
: bibtex
: more info - Bernabeu, J.F., Pérez-Sancho, C., Ponce de León, P.J., Iñesta, J.M., Calvo-Zaragoza, J.
"A Multimodal Genre Recognition Prototype" Actas del III Workshop de Reconocimiento de Formas y Análisis de Imágenes, ISBN: 978-84-695-8332-6, pp. 13-16, Madrid, Spain
(2013)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J., Oncina, J.
"Human-Computer Interaction for Optical Music Recognition tasks" Actas del III Workshop de Reconocimiento de Formas y Análisis de Imágenes, ISBN: 978-84-695-8332-6, pp. 9-12, Madrid, Spain
(2013)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J; Oncina, J; Iñesta J. M.
"Recognition of Online Handwritten Music Symbols" Proceedings of the 6th International Workshop on Machine Learning and Music, Prague, Czech Republic
(2013)
: bibtex
: pdf
: more info - Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
"A distance for partially labeled trees" Lecture Notes in Computer Science, vol. 6669, pp. 492--499
(2011)
: bibtex
: pdf
: more info
: URL
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